liuzhao1225/YouDub-webui

12.3

Adjusted Score

12.3

Raw Score

100%

Time Factor

2026-07-14

Last Push

5.1K

Stars

Python

Language

27.3K

Lines of Code

Files

339

Pattern Hits

2026-07-14

Scan Date

0.00

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 3LOW 336

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 339 distinct pattern matches across 6 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers257 hits · 252 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/auth.py	107	def validate_auth_configuration() -> AuthSettings:	CODE
LOW	backend/app/config.py	15	def _load_runtime_environment(repo_root: Path) -> None:	CODE
LOW	backend/app/database.py	155	def delete_expired_auth_sessions(expires_before: str) -> int:	CODE
LOW	backend/app/database.py	164	def reserve_auth_login_attempt(	CODE
LOW	backend/app/database.py	211	def delete_auth_login_attempt(client_hash: str) -> bool:	CODE
LOW	backend/app/database.py	220	def backfill_titles_from_metadata() -> None:	CODE
LOW	backend/app/pipeline.py	183	def _write_uploaded_asr_artifact(self, task: dict) -> Path:	CODE
LOW	backend/app/main.py	109	def normalize_translate_concurrency(value: str) -> str:	CODE
LOW	backend/app/main.py	145	async def redact_login_validation_error(	CODE
LOW	backend/app/main.py	203	def _clear_replaced_login_cookie(	CODE
LOW	backend/app/devices.py	104	def _resolve_configured_device(value: str, setting_name: str) -> str:	CODE
LOW	backend/app/devices.py	145	def validate_device_available(selected_device: str, setting_name: str = "DEVICE") -> None:	CODE
LOW	backend/app/runtime_security.py	93	def _validate_directory_metadata(path: Path, metadata: os.stat_result) -> None:	CODE
LOW	backend/app/runtime_security.py	107	def _secure_open_fd_without_mode_change(path: Path, *, directory: bool) -> int:	CODE
LOW	backend/app/runtime_security.py	179	def ensure_model_cache_directory(path: Path \| str) -> Path:	CODE
LOW	backend/app/runtime_security.py	342	def validate_model_cache_location(	CODE
LOW	backend/app/runtime_security.py	441	def _validate_sqlite_sidecar_metadata(	CODE
LOW	backend/app/runtime_security.py	456	def secure_sqlite_sidecar_file(path: Path \| str) -> os.stat_result \| None:	CODE
LOW	backend/app/runtime_security.py	511	def secure_sqlite_database_file(database_path: Path \| str) -> None:	CODE
LOW	backend/app/runtime_security.py	525	def atomic_write_private_text(path: Path \| str, content: str, *, encoding: str = "utf-8") -> None:	CODE
LOW	backend/app/runtime_security.py	575	def open_private_binary_exclusive(path: Path \| str) -> BinaryIO:	CODE
LOW	backend/app/adapters/openai_translate.py	234	def write_preprocess_artifact(session: Path, pre: PreprocessResponse) -> Path:	CODE
LOW	backend/app/adapters/whisper_asr.py	31	def _remove_corrupt_whisper_cache(whisper, name: str, download_root: str \| None) -> bool:	CODE
LOW	backend/app/adapters/ytdlp.py	32	def _bootstrap_bilibili_cookie(cookie_path: Path) -> None:	CODE
LOW	backend/app/adapters/ytdlp.py	105	def _download_with_format_candidates(	CODE
LOW	backend/app/adapters/ffmpeg.py	229	def subtitle_style_for_orientation(orientation: str, font: str, lang: str = "zh") -> str:	CODE
LOW	backend/app/adapters/audio.py	18	def split_audio_by_translation(vocals_file: Path, translation_file: Path, session: Path) -> Path:	CODE
LOW	backend/app/adapters/openai_client.py	6	def normalize_openai_base_url(base_url: str) -> str:	CODE
LOW	backend/app/adapters/local_subtitles.py	101	def _uploaded_subtitle_payloads(	CODE
LOW⚡	backend/app/adapters/local_subtitles.py	134	def write_uploaded_asr_artifact(	CODE
LOW⚡	backend/app/adapters/local_subtitles.py	143	def write_uploaded_asr_fixed_artifact(	CODE
LOW⚡	backend/app/adapters/local_subtitles.py	152	def write_uploaded_translation_artifact(	CODE
LOW	backend/app/adapters/local_subtitles.py	164	def write_uploaded_subtitle_artifacts(	CODE
LOW	backend/tests/test_voxcpm.py	39	def test_fallback_cache_built_once_and_reused(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	119	def test_skips_existing_tts_files(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	163	def test_empty_translation_skips_tts(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	180	def test_calls_progress_callback(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	217	def test_model_generate_used_for_own_reference(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	249	def test_fallback_cache_preserves_wrapper_generation_behavior(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	285	def test_fallback_cache_is_scoped_by_speaker(mock_load, tmp_path):	CODE
LOW	backend/tests/test_voxcpm.py	349	def test_fallback_keeps_same_speaker_when_only_other_speaker_has_long_reference(mock_load, tmp_path):	CODE
LOW	backend/tests/test_youtube.py	18	def test_extract_video_id_from_watch_url():	CODE
LOW	backend/tests/test_youtube.py	22	def test_extract_video_id_from_shorts_url():	CODE
LOW	backend/tests/test_youtube.py	61	def test_youtube_url_accepts_only_explicit_supported_hosts(	CODE
LOW⚡	backend/tests/test_youtube.py	100	def test_youtube_url_rejects_deceptive_hosts_schemes_userinfo_and_ports(url):	CODE
LOW⚡	backend/tests/test_youtube.py	106	def test_rejects_playlist_only_url():	CODE
LOW⚡	backend/tests/test_youtube.py	110	def test_extract_video_id_from_bilibili_url():	CODE
LOW⚡	backend/tests/test_youtube.py	114	def test_bilibili_url_is_canonicalized_to_the_expected_extractor():	CODE
LOW	backend/tests/test_youtube.py	134	def test_bilibili_url_rejects_non_video_generic_extractor_fallbacks(url):	CODE
LOW⚡	backend/tests/test_youtube.py	145	def test_extract_video_id_rejects_unknown():	CODE
LOW⚡	backend/tests/test_youtube.py	149	def test_local_upload_helpers_parse_direction_and_task_id():	CODE
LOW⚡	backend/tests/test_youtube.py	159	def test_local_upload_helpers_reject_missing_or_unknown_direction():	CODE
LOW	backend/tests/test_stage_reset.py	10	def test_collect_artifact_paths_from_translate(tmp_path):	CODE
LOW	backend/tests/test_stage_reset.py	32	def test_remove_stage_artifacts_keeps_upstream(tmp_path):	CODE
LOW	backend/tests/test_stage_reset.py	48	def test_reset_stages_from_only_resets_downstream(monkeypatch, tmp_path):	CODE
LOW	backend/tests/test_settings_and_api.py	46	def test_openai_key_is_masked(monkeypatch, tmp_path):	CODE
LOW	backend/tests/test_settings_and_api.py	60	def test_masked_openai_key_is_not_saved_back(monkeypatch, tmp_path):	CODE
LOW	backend/tests/test_settings_and_api.py	81	def test_openai_key_can_be_cleared(monkeypatch, tmp_path):	CODE
LOW	backend/tests/test_settings_and_api.py	113	def test_openai_key_save_modes_without_clear(monkeypatch, tmp_path, api_key, expected):	CODE
LOW	backend/tests/test_settings_and_api.py	137	def test_cookie_response_does_not_leak_content(monkeypatch, tmp_path):	CODE
197 more matches not shown…

Unused Imports46 hits · 44 pts

Severity	File	Line	Context
LOW	backend/app/worker.py	3	CODE
LOW	backend/app/auth.py	1	CODE
LOW	backend/app/config.py	1	CODE
LOW	backend/app/youtube.py	1	CODE
LOW	backend/app/database.py	1	CODE
LOW	backend/app/stage_reset.py	1	CODE
LOW	backend/app/runtime_checks.py	1	CODE
LOW	backend/app/stages.py	1	CODE
LOW	backend/app/sources.py	1	CODE
LOW	backend/app/pipeline.py	1	CODE
LOW	backend/app/main.py	1	CODE
LOW	backend/app/devices.py	1	CODE
LOW	backend/app/sanitize.py	1	CODE
LOW	backend/app/runtime_security.py	1	CODE
LOW	backend/app/adapters/asr_sentence_fixer.py	1	CODE
LOW	backend/app/adapters/openai_translate.py	1	CODE
LOW	backend/app/adapters/whisper_asr.py	1	CODE
LOW	backend/app/adapters/ytdlp.py	1	CODE
LOW	backend/app/adapters/ffmpeg.py	1	CODE
LOW	backend/app/adapters/local_video.py	1	CODE
LOW	backend/app/adapters/voxcpm.py	1	CODE
LOW	backend/app/adapters/demucs.py	1	CODE
LOW	backend/app/adapters/audio.py	1	CODE
LOW	backend/app/adapters/openai_client.py	1	CODE
LOW	backend/app/adapters/_translate_prompts.py	1	CODE
LOW	backend/app/adapters/local_subtitles.py	1	CODE
LOW	backend/tests/test_voxcpm.py	1	CODE
LOW	backend/tests/conftest.py	1	CODE
LOW	backend/tests/test_stage_reset.py	1	CODE
LOW	backend/tests/test_stage_reset.py	3	CODE
LOW	backend/tests/test_settings_and_api.py	1	CODE
LOW	backend/tests/test_auth.py	1	CODE
LOW	backend/tests/test_auth.py	4	CODE
LOW	backend/tests/test_local_subtitles.py	1	CODE
LOW	backend/tests/test_file_permissions.py	1	CODE
LOW	backend/tests/test_demucs_adapter.py	1	CODE
LOW	backend/tests/test_whisper_asr.py	1	CODE
LOW	backend/tests/test_worker.py	1	CODE
LOW	backend/tests/test_runtime_checks.py	1	CODE
LOW	backend/tests/test_devices.py	1	CODE
LOW	backend/tests/test_local_video.py	1	CODE
LOW	backend/tests/test_asr_sentence_fixer.py	1	CODE
LOW	backend/tests/test_ffmpeg.py	1	CODE
LOW	backend/tests/test_translation.py	1	CODE
LOW	backend/tests/test_pipeline.py	1	CODE
LOW	scripts/run_pipeline.py	3	CODE

Excessive Try-Catch Wrapping23 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/worker.py	40	except Exception:	CODE
LOW	backend/app/worker.py	52	except Exception:	CODE
LOW⚡	backend/app/worker.py	66	except Exception:	CODE
LOW⚡	backend/app/worker.py	71	except Exception:	CODE
LOW⚡	backend/app/worker.py	80	except Exception as exc:	CODE
LOW⚡	backend/app/worker.py	88	except Exception:	CODE
LOW	backend/app/database.py	32	except Exception:	CODE
LOW	backend/app/pipeline.py	115	except Exception as exc:	CODE
LOW	backend/app/main.py	381	except Exception:	CODE
LOW	backend/app/main.py	403	except Exception:	CODE
LOW	backend/app/main.py	407	except Exception:	CODE
LOW	backend/app/main.py	459	except Exception:	CODE
LOW	backend/app/main.py	697	except Exception as exc:	CODE
MEDIUM	backend/app/main.py	310	def _ensure_runtime_ready() -> None:	CODE
LOW	backend/app/runtime_security.py	123	except Exception:	CODE
LOW	backend/app/runtime_security.py	136	except Exception:	CODE
LOW	backend/app/runtime_security.py	570	except Exception:	CODE
LOW	backend/app/runtime_security.py	586	except Exception:	CODE
LOW	backend/app/adapters/ytdlp.py	122	except Exception as exc:	CODE
MEDIUM	backend/tests/test_settings_and_api.py	752	def update_settings() -> None:	CODE
MEDIUM	backend/tests/test_settings_and_api.py	831	def read_settings() -> None:	CODE
LOW	backend/tests/test_settings_and_api.py	760	except Exception as exc: # pragma: no cover - asserted below	CODE
LOW	backend/tests/test_settings_and_api.py	834	except Exception as exc: # pragma: no cover - asserted below	CODE

Modern Structural Boilerplate6 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/worker.py	17	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/app/database.py	531	def update_task(task_id: str, **fields: Any) -> None:	CODE
LOW⚡	backend/app/database.py	540	def update_stage(task_id: str, name: str, **fields: Any) -> None:	CODE
LOW⚡	backend/app/database.py	549	def set_setting(key: str, value: str) -> None:	CODE
LOW	backend/app/main.py	39	logger = logging.getLogger(__name__)	CODE
LOW	backend/tests/test_settings_and_api.py	752	def update_settings() -> None:	CODE

Deep Nesting6 hits · 6 pts

Severity	File	Line	Context
LOW	backend/app/main.py	367	CODE
LOW	backend/app/runtime_security.py	179	CODE
LOW	backend/app/adapters/voxcpm.py	96	CODE
LOW	backend/tests/test_pipeline.py	247	CODE
LOW	backend/tests/test_pipeline.py	258	CODE
LOW	backend/tests/test_pipeline.py	259	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/pipeline.py	446	def run_task(task_id: str) -> None:	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings